{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "41041453",
   "metadata": {},
   "source": [
    "## 任务3:    依据时间序列，预测最有可能成为高价值客户的TOP5，结果保存\n",
    "\n",
    "## “居民客户的用电缴费习惯分析 3.csv”"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b07d9be9",
   "metadata": {},
   "source": [
    "### 1.1 导入相关python库"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "371f809f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt  \n",
    "from datetime import datetime   #数据索引改为时间\n",
    "import numpy as np\n",
    "import statsmodels.api as sm     #acf,pacf图\n",
    "from statsmodels.tsa.stattools import adfuller  #adf检验\n",
    "from pandas.plotting import autocorrelation_plot\n",
    "from statsmodels.tsa.arima_model import ARIMA\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "42183a9e",
   "metadata": {},
   "source": [
    "### 2.1  数据来源"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "483fb4f1",
   "metadata": {},
   "source": [
    "数据来源于中国软件杯官网A5-电力客户行为分析 http://www.cnsoftbei.com/plus/view.php?aid=715\n",
    "测试数据或平台部分所提供的测试数据：cph.xlsx 将其改名为电力1.xlsx后放入jupyter进行分析"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cfcda6cb",
   "metadata": {},
   "source": [
    "### 3.1 数据预处理"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "84ccde42",
   "metadata": {},
   "source": [
    "将时间分为12个时间间隔种类，分别求出用户在各个时间间隔种类下的平均次数和平均金额标准化后按1：1的权重求出一个映射后汇总在一张表中"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fe08d145",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import datetime\n",
    "\n",
    "\n",
    "# data=pd.read_csv('data1.csv').iloc[:,:]\n",
    "# for i in range(len(data['用户编号'])):\n",
    "#     data['用户编号'][i]-=1000000000\n",
    "\n",
    "# 各个用户的编号\n",
    "data=pd.read_csv('aaa.csv').iloc[:,:]\n",
    "person=data['用户编号'].drop_duplicates().tolist()\n",
    "# print(person)\n",
    "\n",
    "for T in range(2,13):\n",
    "# 最后的总列表\n",
    "    persons=[]\n",
    "    for i in person:\n",
    "        persons.append(list(str(i).split()))\n",
    "    for i in range(len(persons)):\n",
    "        persons[i].append(0)\n",
    "    for j in persons:\n",
    "        for index,i in data.iterrows():\n",
    "            if str(i[0])==j[0]:\n",
    "                j[1]+=1\n",
    "    # print(persons)\n",
    "\n",
    "    # 初始化平均金额\n",
    "    for i in persons:\n",
    "        i.append(0)\n",
    "\n",
    "    # 各个用户的第一次缴费时间\n",
    "    t=[[] for i in range(len(person))]\n",
    "    b=[0 for i in range(len(person))]\n",
    "    for index,i in data.iterrows():\n",
    "        for j in person:\n",
    "            if b[j-1]==0 and i[0]==j:\n",
    "                t[j-1].append(i[1])\n",
    "                b[j - 1] = 1\n",
    "                break\n",
    "    # print(t)\n",
    "\n",
    "    # 各个用户总的缴费区间\n",
    "    # T=2\n",
    "    for j in t:\n",
    "        ymd=list(map(int,(j[0].split('/'))))\n",
    "        d1=datetime.date(ymd[0],ymd[1],ymd[2])\n",
    "        while d1.__le__(datetime.date(2019,3,31)):\n",
    "            ymd[0] = ymd[0] if ymd[1] + T <= 12 else ymd[0] + 1\n",
    "            ymd[1] = ymd[1] + T if ymd[1] + T<=12 else ymd[1] + T-12\n",
    "            j.append(str(ymd[0]) + '/' + str(ymd[1]) + '/' + str(ymd[2]))\n",
    "            d1 = datetime.date(ymd[0], ymd[1], ymd[2])\n",
    "    # print(t)\n",
    "\n",
    "    for i in range(len(persons)):\n",
    "        # m=[0 for i in range(len(t[i]) - 1)]\n",
    "        # n=[0 for i in range(len(t[i]) - 1)]\n",
    "        t1,m1=[],[]\n",
    "        for j in range(len(t[i])-1):\n",
    "            ymd_begin = list(map(int, (t[i][j].split('/'))))\n",
    "            ymd_end = list(map(int, (t[i][j + 1].split('/'))))\n",
    "            d_begin = datetime.date(ymd_begin[0], ymd_begin[1], ymd_begin[2])\n",
    "            d_end = datetime.date(ymd_end[0], ymd_end[1], ymd_end[2])\n",
    "            t2,m2=[],[]\n",
    "            for index,k in data.iterrows():\n",
    "                if i+1==k[0]:\n",
    "                    ymd = list(map(int, (k[1].split('/'))))\n",
    "                    d1 = datetime.date(ymd[0], ymd[1], ymd[2])\n",
    "                    if d1.__lt__(d_end) and d1.__ge__(d_begin):\n",
    "                        t2.append(k[1])\n",
    "                        m2.append(k[2])\n",
    "                        # m[j] += 1\n",
    "                        # n[j] += k[2]\n",
    "            if t2:\n",
    "                persons[i][2]=persons[i][2]+sum(m2)/len(m2)\n",
    "                t1.append(t2)\n",
    "        persons[i][1]=round(persons[i][1]/len(t1),3)\n",
    "        persons[i][2]=round(persons[i][2]/len(t1),3)\n",
    "    print(persons)\n",
    "\n",
    "    names=['用户编号','平均缴费次数','平均缴费金额']\n",
    "    persons=pd.DataFrame(data=persons,columns=names)\n",
    "    print(persons)\n",
    "    persons.to_csv('T='+str(T)+'.csv',index=False,encoding='utf-8-sig')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "5b8b410d",
   "metadata": {},
   "outputs": [],
   "source": [
    "#对比原来的占比\n",
    "#读取数据，指定日期列为指标，Pandas自动将“日期”列识别为Datetime格式\n",
    "data = pd.read_csv('用户价值分类2 .csv', index_col = 'ds')\n",
    "data = pd.DataFrame(data,dtype=np.float64)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cce3d4d3",
   "metadata": {},
   "source": [
    "### 4.1 对用户1进行分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "a2793df7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>y1</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ds</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019/2/1</th>\n",
       "      <td>0.756950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019/3/1</th>\n",
       "      <td>2.078763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019/4/1</th>\n",
       "      <td>1.756804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019/5/1</th>\n",
       "      <td>2.237002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019/6/1</th>\n",
       "      <td>1.391166</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                y1\n",
       "ds                \n",
       "2019/2/1  0.756950\n",
       "2019/3/1  2.078763\n",
       "2019/4/1  1.756804\n",
       "2019/5/1  2.237002\n",
       "2019/6/1  1.391166"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data=data.iloc[:,0:1] #提取用户1的时间序列分析\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "8314a93d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#时序图\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']    #用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False      #用来正常显示负号\n",
    "data[\"y1\"].plot()\n",
    "plt.xlabel('ds',fontsize=12,verticalalignment='top')\n",
    "plt.ylabel('y1',fontsize=14,horizontalalignment='center')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8a855b67",
   "metadata": {},
   "source": [
    "预测后一个时间间隔种类下的用户得分"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "d5942f65",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2020-01-01    0.334291\n",
      "Freq: MS, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "data = pd.read_csv(r'C:\\Users\\15317\\jupyter\\用户分组\\用户1.csv', index_col = 'ds')\n",
    "data = pd.DataFrame(data,dtype=np.float64)\n",
    "# ARIMA example\n",
    "from statsmodels.tsa.arima.model import ARIMA\n",
    "from random import random\n",
    "# contrived dataset\n",
    "# fit model\n",
    "model = ARIMA(data, order=(1, 1, 1))\n",
    "model_fit = model.fit()\n",
    "# make prediction\n",
    "yhat = model_fit.predict(len(data), len(data), typ='levels')\n",
    "print(yhat)\n",
    "a=yhat\n",
    "# pre = model.forecast(1)[0]\n",
    "# print(\"pre:\",pre)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5f51fcc9",
   "metadata": {},
   "source": [
    "将其导入到此用户下的数据得分，在预测下一个，如此循环直到得到每个用户得分的三个预测值"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "49e7b6ed",
   "metadata": {},
   "source": [
    "### 5.1 对全部用户进行操作 "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a3923bb",
   "metadata": {},
   "source": [
    "接下来进行批处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "072c96a8",
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(100):\n",
    "    i=i+1\n",
    "    data = pd.read_csv(f'C:\\\\Users\\\\15317\\\\jupyter\\\\用户分组\\\\用户{i}.csv', index_col = 'ds')\n",
    "    data = pd.DataFrame(data,dtype=np.float64)\n",
    "    # ARIMA example\n",
    "    from statsmodels.tsa.arima.model import ARIMA\n",
    "    from random import random\n",
    "    # contrived dataset\n",
    "    # fit model\n",
    "    model = ARIMA(data, order=(1, 1, 1))\n",
    "    model_fit = model.fit()\n",
    "    # make prediction\n",
    "    yhat = model_fit.predict(len(data), len(data), typ='levels')\n",
    "    print(yhat)\n",
    "    a=yhat\n",
    "\n",
    "\n",
    "    #时序图\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    plt.rcParams['font.sans-serif'] = ['SimHei']    #用来正常显示中文标签\n",
    "    plt.rcParams['axes.unicode_minus'] = False      #用来正常显示负号\n",
    "    data[f\"y{i}\"].plot()\n",
    "    plt.xlabel('ds',fontsize=12,verticalalignment='top')\n",
    "    plt.ylabel(f'y{i}',fontsize=14,horizontalalignment='center')\n",
    "    plt.savefig(f\"E:\\\\new时间预测\\\\用户{i}时序图.jpg\",dpi=300)\n",
    "\n",
    "    data = pd.read_csv(f'C:\\\\Users\\\\15317\\\\jupyter\\\\用户分组\\\\用户{i}.csv')\n",
    "    data['ds'].tolist()\n",
    "    temp_list = str(a).split()\n",
    "    add_time = temp_list[0].replace('-','/')\n",
    "    add_y_1_hat = float(temp_list[1])\n",
    "    series_add_DF = pd.Series({'ds':f'{add_time}',f'y{i}':add_y_1_hat},name=len(data))\n",
    "    data=data.append(series_add_DF)\n",
    "    data.to_csv(f'E:\\\\new时间预测\\\\用户{i}时间序列预测.csv',index=False)\n",
    "\n",
    "    for h in range(2):\n",
    "        data = pd.read_csv(f'E:\\\\new时间预测\\\\用户{i}时间序列预测.csv', index_col = 'ds')\n",
    "        data = pd.DataFrame(data,dtype=np.float64)\n",
    "        # ARIMA example\n",
    "        from statsmodels.tsa.arima.model import ARIMA\n",
    "        from random import random\n",
    "        # contrived dataset\n",
    "        # fit model\n",
    "        model = ARIMA(data, order=(1, 1, 1))\n",
    "        model_fit = model.fit()\n",
    "        # make prediction\n",
    "        yhat = model_fit.predict(len(data), len(data), typ='levels')\n",
    "        print(yhat)\n",
    "        a=yhat\n",
    "\n",
    "        data = pd.read_csv(f'E:\\\\new时间预测\\\\用户{i}时间序列预测.csv')\n",
    "        data['ds'].tolist()\n",
    "        temp_list = str(a).split()\n",
    "        add_time = temp_list[0].replace('-','/')\n",
    "        add_y_1_hat = float(temp_list[1])\n",
    "        series_add_DF = pd.Series({'ds':f'{add_time}',f'y{i}':add_y_1_hat},name=len(data))\n",
    "        data=data.append(series_add_DF)\n",
    "        data.to_csv(f'E:\\\\new时间预测\\\\用户{i}时间序列预测.csv',index=False)\n"
   ]
  },
  {
   "attachments": {
    "image.png": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "963054a9",
   "metadata": {},
   "source": [
    "结果如下\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "5e63de2c",
   "metadata": {},
   "source": [
    "将其汇总到一张表，结果如下:\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "3d0442a6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>y100</th>\n",
       "      <th>y99</th>\n",
       "      <th>y98</th>\n",
       "      <th>y97</th>\n",
       "      <th>y96</th>\n",
       "      <th>y95</th>\n",
       "      <th>y94</th>\n",
       "      <th>y93</th>\n",
       "      <th>y92</th>\n",
       "      <th>...</th>\n",
       "      <th>y10</th>\n",
       "      <th>y9</th>\n",
       "      <th>y8</th>\n",
       "      <th>y7</th>\n",
       "      <th>y6</th>\n",
       "      <th>y5</th>\n",
       "      <th>y4</th>\n",
       "      <th>y3</th>\n",
       "      <th>y2</th>\n",
       "      <th>y1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019/2/1</td>\n",
       "      <td>0.443105</td>\n",
       "      <td>0.771415</td>\n",
       "      <td>-0.094929</td>\n",
       "      <td>0.884667</td>\n",
       "      <td>0.273202</td>\n",
       "      <td>0.795510</td>\n",
       "      <td>0.761325</td>\n",
       "      <td>-1.412043</td>\n",
       "      <td>-1.761496</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.127190</td>\n",
       "      <td>1.975811</td>\n",
       "      <td>2.482393</td>\n",
       "      <td>2.831142</td>\n",
       "      <td>2.078625</td>\n",
       "      <td>5.308990</td>\n",
       "      <td>0.639382</td>\n",
       "      <td>3.106458</td>\n",
       "      <td>-2.407587</td>\n",
       "      <td>0.756950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2019/3/1</td>\n",
       "      <td>1.191198</td>\n",
       "      <td>2.310657</td>\n",
       "      <td>1.277739</td>\n",
       "      <td>-1.764485</td>\n",
       "      <td>0.880752</td>\n",
       "      <td>1.748174</td>\n",
       "      <td>1.078004</td>\n",
       "      <td>1.927138</td>\n",
       "      <td>-0.245957</td>\n",
       "      <td>...</td>\n",
       "      <td>1.585702</td>\n",
       "      <td>1.300767</td>\n",
       "      <td>1.802959</td>\n",
       "      <td>2.423851</td>\n",
       "      <td>1.551863</td>\n",
       "      <td>4.382399</td>\n",
       "      <td>0.394137</td>\n",
       "      <td>2.830170</td>\n",
       "      <td>-1.643904</td>\n",
       "      <td>2.078763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019/4/1</td>\n",
       "      <td>1.378777</td>\n",
       "      <td>0.135397</td>\n",
       "      <td>2.308467</td>\n",
       "      <td>-1.319480</td>\n",
       "      <td>1.227340</td>\n",
       "      <td>1.822272</td>\n",
       "      <td>1.522423</td>\n",
       "      <td>-0.977092</td>\n",
       "      <td>-2.449850</td>\n",
       "      <td>...</td>\n",
       "      <td>1.489972</td>\n",
       "      <td>1.506763</td>\n",
       "      <td>1.854722</td>\n",
       "      <td>2.417203</td>\n",
       "      <td>1.775413</td>\n",
       "      <td>4.786110</td>\n",
       "      <td>0.408279</td>\n",
       "      <td>3.019360</td>\n",
       "      <td>-1.433624</td>\n",
       "      <td>1.756804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019/5/1</td>\n",
       "      <td>1.612251</td>\n",
       "      <td>0.353167</td>\n",
       "      <td>-0.390147</td>\n",
       "      <td>-1.016190</td>\n",
       "      <td>1.320420</td>\n",
       "      <td>1.976410</td>\n",
       "      <td>-0.988758</td>\n",
       "      <td>0.313319</td>\n",
       "      <td>2.121789</td>\n",
       "      <td>...</td>\n",
       "      <td>1.425130</td>\n",
       "      <td>1.694547</td>\n",
       "      <td>2.355565</td>\n",
       "      <td>2.572552</td>\n",
       "      <td>1.983908</td>\n",
       "      <td>5.101734</td>\n",
       "      <td>0.403724</td>\n",
       "      <td>3.106332</td>\n",
       "      <td>-1.233724</td>\n",
       "      <td>2.237002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019/6/1</td>\n",
       "      <td>1.391623</td>\n",
       "      <td>0.360459</td>\n",
       "      <td>2.902202</td>\n",
       "      <td>-0.786774</td>\n",
       "      <td>1.248541</td>\n",
       "      <td>1.924517</td>\n",
       "      <td>2.095445</td>\n",
       "      <td>-0.122802</td>\n",
       "      <td>1.222120</td>\n",
       "      <td>...</td>\n",
       "      <td>1.198703</td>\n",
       "      <td>1.465651</td>\n",
       "      <td>1.741956</td>\n",
       "      <td>2.501819</td>\n",
       "      <td>1.455792</td>\n",
       "      <td>4.268274</td>\n",
       "      <td>-0.218618</td>\n",
       "      <td>2.886702</td>\n",
       "      <td>-1.504745</td>\n",
       "      <td>1.391166</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 101 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         ds      y100       y99       y98       y97       y96       y95  \\\n",
       "0  2019/2/1  0.443105  0.771415 -0.094929  0.884667  0.273202  0.795510   \n",
       "1  2019/3/1  1.191198  2.310657  1.277739 -1.764485  0.880752  1.748174   \n",
       "2  2019/4/1  1.378777  0.135397  2.308467 -1.319480  1.227340  1.822272   \n",
       "3  2019/5/1  1.612251  0.353167 -0.390147 -1.016190  1.320420  1.976410   \n",
       "4  2019/6/1  1.391623  0.360459  2.902202 -0.786774  1.248541  1.924517   \n",
       "\n",
       "        y94       y93       y92  ...       y10        y9        y8        y7  \\\n",
       "0  0.761325 -1.412043 -1.761496  ... -0.127190  1.975811  2.482393  2.831142   \n",
       "1  1.078004  1.927138 -0.245957  ...  1.585702  1.300767  1.802959  2.423851   \n",
       "2  1.522423 -0.977092 -2.449850  ...  1.489972  1.506763  1.854722  2.417203   \n",
       "3 -0.988758  0.313319  2.121789  ...  1.425130  1.694547  2.355565  2.572552   \n",
       "4  2.095445 -0.122802  1.222120  ...  1.198703  1.465651  1.741956  2.501819   \n",
       "\n",
       "         y6        y5        y4        y3        y2        y1  \n",
       "0  2.078625  5.308990  0.639382  3.106458 -2.407587  0.756950  \n",
       "1  1.551863  4.382399  0.394137  2.830170 -1.643904  2.078763  \n",
       "2  1.775413  4.786110  0.408279  3.019360 -1.433624  1.756804  \n",
       "3  1.983908  5.101734  0.403724  3.106332 -1.233724  2.237002  \n",
       "4  1.455792  4.268274 -0.218618  2.886702 -1.504745  1.391166  \n",
       "\n",
       "[5 rows x 101 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a=pd.read_csv(r'E:\\downloads\\中国电力统计年鉴2020\\用户总体时间序列预测.csv')\n",
    "a.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dacb81e6",
   "metadata": {},
   "source": [
    "### 6.1 依据时间序列T=12,13,14时，选取最有可能成为高价值客户的TOP5"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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3ozlGRfu8/Ks78Hy3Wx7KeZt3y6Ptac7jJBr7eEfVFvLjqSg/5c2Wvh2aipsSoxsO5fPO5Td8R25LYfKe5+hmRcsKLfHkeUtf3uiY3i66ydG0w/OPi7fJ3OhYY3rdrHoZs8uQyX3i6sb60/5zGljF2J8gP+RXRhX55XxiRBYy8WLiD8pH6g+LF7DM4/PRw7RSRVE63bEt/4KyQB63NcXPSW8nfljoiH9UapsGFUBJt51QSu4bcvwzwyql9hPV2B8hP+RX1r3zQ8tNJixvzoP8eJAfD5bXBwDtoQgCgNbQchMAtIaWm0yYk+FBfjzIj+ffv3/0f6itki2Bhj/kAAAAAElFTkSuQmCC"
    }
   },
   "cell_type": "markdown",
   "id": "aa2454dd",
   "metadata": {},
   "source": [
    "根据数据T=12,13,14下时用户得分，获得最高分的用户分别为：\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2f07013c",
   "metadata": {},
   "source": [
    "### 7.1 总结"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3189ff73",
   "metadata": {},
   "source": [
    "依据时间序列，预测最有可能成为高价值客户的TOP5为：\n",
    "- **Top1：用户5,**\n",
    "- **Top2：用户36,**\n",
    "- **Top3：用户3,**\n",
    "- **Top4：用户94,**\n",
    "- **Top5：用户90**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "817bb526",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
